{"id":"W4390354297","doi":"10.1007/978-3-031-46022-7_10","title":"Eye Strain and Headache: A Change in Viewpoint","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Strain (injury); Optometry; Presbyopia; Refractive error; Medicine; Ophthalmology; Astigmatism; Computer users; Contrast (vision); Eye disease; Optics; Computer science; Computer vision; Anatomy; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006721232,0.0009399385,0.0009193167,0.002768804,0.0009853189,0.003622159,0.001337474,0.003741606,0.01611034],"category_scores_gemma":[0.001215091,0.0003738666,0.0005555096,0.001587763,0.003175525,0.00474029,0.001789515,0.006706251,0.006353207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001715495,"about_ca_system_score_gemma":0.00154237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004196388,"about_ca_topic_score_gemma":0.01078539,"domain_scores_codex":[0.999655,0.0001055171,0.00002044065,0.00004783195,0.0001397994,0.0000313056],"domain_scores_gemma":[0.9992905,0.0004943815,0.00001659433,0.00002398191,0.0001208691,0.000053706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002689577,0.00007686396,0.0001561179,0.0007538954,0.00001251634,0.0003548709,0.001204739,0.0002717972,0.000453604,0.2263603,0.5591328,0.2111956],"study_design_scores_gemma":[0.000005854732,0.0000210232,0.0002631945,0.0006475859,0.00000788098,0.0005717645,0.0003131766,0.0001069086,0.00005207105,0.03149444,0.9665051,0.00001111941],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001033005,0.4734391,0.004948532,0.06836331,0.04688316,0.00004279707,0.0001336367,0.0001048193,0.4050516],"genre_scores_gemma":[0.01038354,0.2730761,0.003526875,0.05213394,0.0599543,0.0001081809,0.0001465384,0.0002114255,0.6004591],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01611034,"threshold_uncertainty_score":0.0538944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0610167353857369,"score_gpt":0.3326225059653006,"score_spread":0.2716057705795638,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}